{"id":"W4211125586","doi":"10.2139/ssrn.4031054","title":"Controlled Digital Lending of Library Books in Canada","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Art History and Market Analysis","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Library; Burnaby Hospital; Royal Alberta Museum; University of Calgary; University of New Brunswick; Canadian Association of Research Libraries; Queen's University; University of Alberta; British Columbia Institute of Technology; University of Fredericton; Canadian Association of Occupational Therapists; Canadian Library Association","funders":"","keywords":"Digital library; Business; Library science; World Wide Web; Computer science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004004238,0.00007930047,0.000244155,0.0001585242,0.0003915412,0.0000419967,0.000187197,0.000006518757,0.002728167],"category_scores_gemma":[0.00001269084,0.00007225338,0.0001223055,0.00004068929,0.00003553701,0.0003600987,0.00005425872,0.0008023059,0.000001316979],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221206,"about_ca_system_score_gemma":0.006257689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1144811,"about_ca_topic_score_gemma":0.8968572,"domain_scores_codex":[0.9986153,0.00007738306,0.0003025783,0.00008283464,0.0002160846,0.0007058697],"domain_scores_gemma":[0.9996602,0.00005697206,0.0001699361,0.00006683252,0.00001338117,0.00003270281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001060244,0.0001214711,0.01177128,0.000008940073,0.000603097,0.00005636522,0.006591992,0.0003119182,0.00001828431,0.9551622,0.006923894,0.01737035],"study_design_scores_gemma":[0.004653122,0.000488179,0.00007892135,0.0000153473,0.0001196862,0.0001178375,0.1353944,0.00047697,0.00001107201,0.1075768,0.7506862,0.000381413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8074542,0.004567208,0.00002839471,0.000595512,0.0005395785,0.0001390414,0.00004700457,0.00001563731,0.1866135],"genre_scores_gemma":[0.9649646,0.0001199083,9.02715e-7,0.00008426794,0.0001317912,0.000006348904,0.000007585281,0.00001131294,0.03467324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8475854,"threshold_uncertainty_score":0.9993759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005324568502135482,"score_gpt":0.1527936113728242,"score_spread":0.1474690428706887,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}